Blog

The Unabyss Vault

Everything we know about personal context for AI - what it is, how it works, how to build it, and why the difference between context and memory matters more than it sounds. Written for people who use AI tools seriously and want to get more out of them.

Product changelog →

Personal RAG vs Context Files vs a Context Layer: Which Do You Actually Need? Read article

Personal RAG vs Context Files vs a Context Layer: Which Do You Actually Need?

If you want AI to work from your knowledge and your context, you've probably run into three approaches: build a personal RAG system, write context files, or use a context layer. They get discussed ...

Marcin Uchacz

10 June 2026 · 4 min read

How to Connect an LLM with MCP Read article

How to Connect an LLM with MCP

MCP — the Model Context Protocol — has become the standard way to connect AI tools to outside data and services. If you've set up an MCP server before, you've probably connected an LLM to a databas...

Philip Kubinski

7 June 2026 · 3 min read

Karpathy LLM Wiki knowledge base Read article

What Is Karpathy's LLM Wiki?

An LLM Wiki is a folder of plain Markdown files that an AI agent builds and maintains as structured topical knowledge - complementary to personal context about who you are.

Marcin Uchacz

6 June 2026 · 4 min read

Moving AI context between ChatGPT and Claude Read article

How to Move Your Context from ChatGPT to Claude (and Every Other Tool)

No one-click migration exists between AI tools. This guide walks through extracting ChatGPT memories and custom instructions, importing them into Claude, and why building portable context from your real sources is the better long-term fix.

Dominik Bartosik

5 June 2026 · 4 min read

Load personal context via MCP in Claude and Cursor Read article

How to Load Your Personal Context into Claude and Cursor via MCP

Connect Cursor, Claude, or other MCP hosts to Unabyss with a bearer token or OAuth. Tools like whoami and query load your context at session start.

Dominik Bartosik

4 June 2026 · 5 min read

Personal context for AI Read article

What Is Personal Context for AI?

Personal context is a structured, portable profile from real sources - not memory typed from scratch. Load it into any AI tool so you stop re-explaining yourself.

Marcin Uchacz

4 June 2026 · 4 min read

© MMXXVI · Unabyss. All rights reserved.